With the known transition density \(f(\mathbf {s}_k | \mathbf {s}_{k-1})\) , the vehicle has dynamics follow the motion model [1]} over \(K_{\max }\)  time instant:
\(\mathbf {s}_k = g(\mathbf {s}_{k-1}) + \mathbf {q}_k,\) 
